Published on28 October 2025Snappy: Your Vision Retrieval Buddy!ragretrieval-augmented-generationvisionmultimodalcolpaliqdrantminiofastapipythonvector-searchnextjsfrontenddocument-retrievalHow Snappy evolved from the nextjs-fastapi-colpali template into a vision-first document retrieval system
Published on15 August 2025The Most Beautiful RAG: Starring ColPali, Qdrant, Minio and Friendsragretrieval-augmented-generationvisionmultimodalcolpaliqdrantminiofastapipythonvector-searchnextjsfrontendbinary-quantizationAn end-to-end, page-level Vision RAG template with ColPali-style embeddings, Qdrant multivector retrieval (with optional binary quantization), and MinIO-backed storage — dockerized and API-first.
Published on17 July 2025Audio RAG with ColQwen2.5-Omniragretrieval-augmented-generationaudiovideo-processingcolqwenopenaigradiolittle-scriptsmultimodalembeddingssemantic-searchpythonAn audio RAG system that processes video URLs and answers questions about their content using ColQwen2.5-Omni and OpenAI audio